---
description: Explore the capabilities of Phoenix with notebooks
---

# Examples

{% embed url="https://phoenix-demo.arize.com/tracing" %}
Don't want to run a notebook? Check out our tracing demo site!
{% endembed %}

{% embed url="https://phoenix-demo.arize.com/model" %}
View Phoenix Search and Retrieval troubleshooting!
{% endembed %}

## Tutorials

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>LLM Ops - Tracing, Evaluation, and Analysis</strong></td><td><a href=".gitbook/assets/Screenshot 2023-09-27 at 1.51.45 PM.png">Screenshot 2023-09-27 at 1.51.45 PM.png</a></td><td><a href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llm_ops_overview.ipynb">https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llm_ops_overview.ipynb</a></td></tr><tr><td><strong>Embedding Analysis - Search and Retrieval</strong></td><td><a href=".gitbook/assets/Screenshot 2023-09-27 at 1.53.06 PM.png">Screenshot 2023-09-27 at 1.53.06 PM.png</a></td><td><a href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llama_index_search_and_retrieval_tutorial.ipynb">https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llama_index_search_and_retrieval_tutorial.ipynb</a></td></tr><tr><td><strong>Evaluation - Evaluating a RAG pipeline</strong></td><td><a href=".gitbook/assets/retriever_span_with_evals.png">retriever_span_with_evals.png</a></td><td><a href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate_rag.ipynb">https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate_rag.ipynb</a></td></tr><tr><td><strong>Embedding Analysis - Embedding drift</strong></td><td><a href=".gitbook/assets/umap_drift.png">umap_drift.png</a></td><td><a href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/image_classification_tutorial.ipynb">https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/image_classification_tutorial.ipynb</a></td></tr></tbody></table>

## Application Examples

Example full-stack applications instrumented using OpenInference and observed via phoenix server instances.

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>Python</strong></td><td>LlamaIndex, Fast API Instrumentation</td><td><a href=".gitbook/assets/python.png">python.png</a></td><td><a href="https://github.com/Arize-ai/openinference/tree/main/python/examples">https://github.com/Arize-ai/openinference/tree/main/python/examples</a></td></tr><tr><td><strong>Javascript</strong></td><td>OpenAI, Express, Next.JS</td><td><a href=".gitbook/assets/javascript.png">javascript.png</a></td><td><a href="https://github.com/Arize-ai/openinference/tree/main/js/examples">https://github.com/Arize-ai/openinference/tree/main/js/examples</a></td></tr></tbody></table>

## LLM Traces

Trace through the execution of your LLM application to understand its internal structure and to troubleshoot issues with retrieval, tool execution, LLM calls, and more.

| Title                                                                                        | Topics                                                                                 | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| -------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Retrieval Example with Evaluations: Fast UI Viz                                              | <ul><li>Evaluations</li><li>Retrieval</li></ul>                                        | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llm\_application\_tracing\_evaluating\_and\_analysis.ipynb)                                                                                                                                                                                                                                                                                |
| Tracing and Evaluating a LlamaIndex + OpenAI RAG Application                                 | <ul><li>LlamaIndex</li><li>OpenAI</li><li>retrieval-augmented generation</li></ul>     | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/llama\_index\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/llama\_index\_tracing\_tutorial.ipynb)                               |
| Tracing and Evaluating a LlamaIndex OpenAI Agent                                             | <ul><li>LlamaIndex</li><li>OpenAI</li><li>agents</li><li>function calling</li></ul>    | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/llama\_index\_openai\_agent\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/llama\_index\_openai\_agent\_tracing\_tutorial.ipynb) |
| Tracing and Evaluating a Structured Data Extraction Application with OpenAI Function Calling | <ul><li>OpenAI</li><li>structured data extraction</li><li>function calling</li></ul>   | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/openai\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/openai\_tracing\_tutorial.ipynb)                                           |
| Tracing and Evaluating a LangChain + OpenAI RAG Application                                  | <ul><li>LangChain</li><li>OpenAI</li><li>retrieval-augmented generation</li></ul>      | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_tracing\_tutorial.ipynb)                                     |
| Tracing and Evaluating a LangChain Agent                                                     | <ul><li>LangChain</li><li>OpenAI</li><li>agents</li><li>function calling</li></ul>     | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_agent\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_agent\_tracing\_tutorial.ipynb)                       |
| Tracing and Evaluating a LangChain + Vertex AI RAG Application                               | <ul><li>LangChain</li><li>Vertex AI</li><li>retrieval-augmented generation</li></ul>   | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_vertex\_ai\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_vertex\_ai\_tracing\_tutorial.ipynb)             |
| Tracing and Evaluating a LangChain + Google PaLM RAG Application                             | <ul><li>LangChain</li><li>Google PaLM</li><li>retrieval-augmented generation</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_google\_palm\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/langchain\_google\_palm\_tracing\_tutorial.ipynb)         |
| Tracing and Evaluation a DSPy Application                                                    | <ul><li>LangChain</li><li>Google PaLM</li><li>retrieval-augmented generation</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/tracing/dspy\_tracing\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/tracing/dspy\_tracing\_tutorial.ipynb)                                               |

## LLM Evals

Leverage the power of large language models to evaluate your generative model or application for hallucinations, toxicity, relevance of retrieved documents, and more.

| Title                                       | Topics                               | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| ------------------------------------------- | ------------------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Evaluating Hallucinations                   | <ul><li>hallucinations</li></ul>     | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_hallucination\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_hallucination\_classifications.ipynb)         |
| Evaluating Toxicity                         | <ul><li>toxicity</li></ul>           | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_toxicity\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_toxicity\_classifications.ipynb)                   |
| Evaluating Relevance of Retrieved Documents | <ul><li>document relevance</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_relevance\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_relevance\_classifications.ipynb)                 |
| Evaluating Question-Answering               | <ul><li>question-answering</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_QA\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_QA\_classifications.ipynb)         |
| Evaluating Summarization                    | <ul><li>summarization</li></ul>      | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_summarization\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_summarization\_classifications.ipynb)         |
| Evaluating Code Readability                 | <ul><li>code readability</li></ul>   | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_code\_readability\_classifications.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate\_code\_readability\_classifications.ipynb) |

## Retrieval-Augmented Generation Analysis

Visualize your generative application's retrieval process to surface failed retrievals and to find topics not addressed by your knowledge base.

| Title                                                      | Topics                                                                              | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| ---------------------------------------------------------- | ----------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Evaluating and Improving Search and Retrieval Applications | <ul><li>LlamaIndex</li><li>retrieval-augmented generation</li></ul>                 | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llama\_index\_search\_and\_retrieval\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/llama\_index\_search\_and\_retrieval\_tutorial.ipynb)               |
| Evaluating and Improving Search and Retrieval Applications | <ul><li>LlamaIndex</li><li>Milvus</li><li>retrieval-augmented generation</li></ul>  | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/milvus\_llamaindex\_search\_and\_retrieval\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/milvus\_llamaindex\_search\_and\_retrieval\_tutorial.ipynb)   |
| Evaluating and Improving Search and Retrieval Applications | <ul><li>LangChain</li><li>Pinecone</li><li>retrieval-augmented generation</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/langchain\_pinecone\_search\_and\_retrieval\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/langchain\_pinecone\_search\_and\_retrieval\_tutorial.ipynb) |

## Embedding Analysis

Explore lower-dimensional representations of your embedding data to identify clusters of high-drift and performance degradation.

| Title                                                             | Topics                                                     | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| ----------------------------------------------------------------- | ---------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Active Learning for a Drifting Image Classification Model         | <ul><li>image classification</li><li>fine-tuning</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/image\_classification\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/image\_classification\_tutorial.ipynb)                               |
| Root-Cause Analysis for a Drifting Sentiment Classification Model | <ul><li>NLP</li><li>sentiment classification</li></ul>     | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/sentiment\_classification\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/sentiment\_classification\_tutorial.ipynb)                       |
| Troubleshooting an LLM Summarization Task                         | <ul><li>summarization</li></ul>                            | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llm\_summarization\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/llm\_summarization\_tutorial.ipynb)                                     |
| Collect Chats with GPT                                            | <ul><li>LLMs</li></ul>                                     | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/llm\_generative\_gpt\_4.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/llm\_generative\_gpt\_4.ipynb)                                               |
| Find Clusters, Export, and Explore with GPT                       | <ul><li>LLMs</li><li>exploratory data analysis</li></ul>   | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/find\_cluster\_export\_and\_explore\_with\_gpt.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/find\_cluster\_export\_and\_explore\_with\_gpt.ipynb) |

## Structured Data Analysis

Statistically analyze your structured data to perform A/B analysis, temporal drift analysis, and more.

| Title                                   | Topics                                                   | Links                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
| --------------------------------------- | -------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Detecting Fraud with Tabular Embeddings | <ul><li>tabular data</li><li>anomaly detection</li></ul> | [![Open in Colab](https://img.shields.io/static/v1?message=Open%20in%20Colab\&logo=googlecolab\&labelColor=grey\&color=blue\&logoColor=orange\&label=%20)](https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/credit\_card\_fraud\_tutorial.ipynb) [![Open in GitHub](https://img.shields.io/static/v1?message=Open%20in%20GitHub\&logo=github\&labelColor=grey\&color=blue\&logoColor=white\&label=%20)](https://github.com/Arize-ai/phoenix/blob/main/tutorials/credit\_card\_fraud\_tutorial.ipynb) |
